Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52704 |
| Missing cells | 7862 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
blade_angle has 722 (1.4%) missing values | Missing |
Rear bearing temperature (°C) has 722 (1.4%) missing values | Missing |
Nacelle ambient temperature (°C) has 722 (1.4%) missing values | Missing |
Front bearing temperature (°C) has 722 (1.4%) missing values | Missing |
Tower Acceleration X (mm/ss) has 722 (1.4%) missing values | Missing |
Tower Acceleration y (mm/ss) has 722 (1.4%) missing values | Missing |
Metal particle count counter has 722 (1.4%) missing values | Missing |
# Date and time has unique values | Unique |
blade_angle has 22605 (42.9%) zeros | Zeros |
Rotor speed (RPM) has 1403 (2.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:58:10.020046 |
|---|---|
| Analysis finished | 2023-07-08 11:58:27.254442 |
| Duration | 17.23 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52704 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 411.9 KiB |
| Minimum | 2020-01-01 00:00:00 |
|---|---|
| Maximum | 2020-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52204 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 716.46721 |
| Minimum | -16.487485 |
|---|---|
| Maximum | 2078.5288 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 5332 |
| Negative (%) | 10.1% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -16.487485 |
|---|---|
| 5-th percentile | -1.1112805 |
| Q1 | 133.56816 |
| median | 483.31285 |
| Q3 | 1194.3082 |
| 95-th percentile | 2030.5544 |
| Maximum | 2078.5288 |
| Range | 2095.0163 |
| Interquartile range (IQR) | 1060.74 |
Descriptive statistics
| Standard deviation | 680.55277 |
|---|---|
| Coefficient of variation (CV) | 0.94987288 |
| Kurtosis | -0.80041516 |
| Mean | 716.46721 |
| Median Absolute Deviation (MAD) | 418.5269 |
| Skewness | 0.75437785 |
| Sum | 37425381 |
| Variance | 463152.07 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| -0.8680045247 | 2 | < 0.1% |
| -0.9016150266 | 2 | < 0.1% |
| -0.1339085028 | 2 | < 0.1% |
| -1.466058037 | 2 | < 0.1% |
| -0.877074033 | 2 | < 0.1% |
| 66.25 | 2 | < 0.1% |
| -0.8808085293 | 2 | < 0.1% |
| -0.4353360105 | 2 | < 0.1% |
| -1.360425004 | 2 | < 0.1% |
| Other values (52194) | 52215 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| -16.48748454 | 1 | |
| -16.16778612 | 1 | |
| -15.84177451 | 1 | |
| -15.41067309 | 1 | |
| -14.51299555 | 1 | |
| -14.14635161 | 1 | |
| -13.87526748 | 1 | |
| -13.48619313 | 1 | |
| -13.39871354 | 1 | |
| -13.34724381 | 1 |
| Value | Count | Frequency (%) |
| 2078.528772 | 1 | |
| 2077.179653 | 1 | |
| 2076.502399 | 1 | |
| 2074.126593 | 1 | |
| 2073.92702 | 1 | |
| 2073.652277 | 1 | |
| 2072.727686 | 1 | |
| 2072.654041 | 1 | |
| 2072.573456 | 1 | |
| 2072.071393 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52235 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 197.94054 |
| Minimum | 0.014923042 |
|---|---|
| Maximum | 359.96236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.014923042 |
|---|---|
| 5-th percentile | 32.589519 |
| Q1 | 142.18551 |
| median | 217.52935 |
| Q3 | 258.12409 |
| 95-th percentile | 332.37407 |
| Maximum | 359.96236 |
| Range | 359.94743 |
| Interquartile range (IQR) | 115.93857 |
Descriptive statistics
| Standard deviation | 91.136738 |
|---|---|
| Coefficient of variation (CV) | 0.46042483 |
| Kurtosis | -0.64490773 |
| Mean | 197.94054 |
| Median Absolute Deviation (MAD) | 49.616412 |
| Skewness | -0.53906997 |
| Sum | 10339622 |
| Variance | 8305.9051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94.70999908 | 2 | < 0.1% |
| 116.8394619 | 1 | < 0.1% |
| 188.6904369 | 1 | < 0.1% |
| 25.29755689 | 1 | < 0.1% |
| 292.2764537 | 1 | < 0.1% |
| 267.4767873 | 1 | < 0.1% |
| 176.798142 | 1 | < 0.1% |
| 116.9903754 | 1 | < 0.1% |
| 62.08090401 | 1 | < 0.1% |
| 337.2157063 | 1 | < 0.1% |
| Other values (52225) | 52225 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| 0.01492304184 | 1 | |
| 0.04839388999 | 1 | |
| 0.08445749258 | 1 | |
| 0.1235740284 | 1 | |
| 0.1294222759 | 1 | |
| 0.1557199658 | 1 | |
| 0.1961232467 | 1 | |
| 0.2029436894 | 1 | |
| 0.2069624434 | 1 | |
| 0.2235601553 | 1 |
| Value | Count | Frequency (%) |
| 359.9623575 | 1 | |
| 359.9491562 | 1 | |
| 359.9456596 | 1 | |
| 359.9249327 | 1 | |
| 359.9157439 | 1 | |
| 359.9118556 | 1 | |
| 359.896517 | 1 | |
| 359.8904576 | 1 | |
| 359.8788605 | 1 | |
| 359.8729557 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 12576 |
|---|---|
| Distinct (%) | 24.1% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 197.87621 |
| Minimum | 0.029887829 |
|---|---|
| Maximum | 359.98649 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.029887829 |
|---|---|
| 5-th percentile | 31.739755 |
| Q1 | 144.34042 |
| median | 217.87778 |
| Q3 | 258.48819 |
| 95-th percentile | 332.02451 |
| Maximum | 359.98649 |
| Range | 359.9566 |
| Interquartile range (IQR) | 114.14777 |
Descriptive statistics
| Standard deviation | 91.298291 |
|---|---|
| Coefficient of variation (CV) | 0.46139095 |
| Kurtosis | -0.64768269 |
| Mean | 197.87621 |
| Median Absolute Deviation (MAD) | 49.390411 |
| Skewness | -0.545575 |
| Sum | 10336262 |
| Variance | 8335.378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 213.4880371 | 285 | 0.5% |
| 247.5120239 | 238 | 0.5% |
| 236.5368958 | 230 | 0.4% |
| 247.5125427 | 228 | 0.4% |
| 214.585083 | 215 | 0.4% |
| 41.17092514 | 202 | 0.4% |
| 246.414978 | 202 | 0.4% |
| 259.5857544 | 198 | 0.4% |
| 248.6095886 | 197 | 0.4% |
| 300.1956482 | 194 | 0.4% |
| Other values (12566) | 50047 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| 0.02988782898 | 1 | < 0.1% |
| 0.0882467468 | 1 | < 0.1% |
| 0.360822317 | 1 | < 0.1% |
| 0.5611712933 | 13 | |
| 0.5611877441 | 9 | < 0.1% |
| 0.5611884594 | 15 | |
| 0.5617052913 | 30 | |
| 0.5617064834 | 29 | |
| 0.5891515433 | 1 | < 0.1% |
| 0.7387967054 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.9864855 | 1 | < 0.1% |
| 359.9442048 | 1 | < 0.1% |
| 359.9372254 | 1 | < 0.1% |
| 359.8529598 | 1 | < 0.1% |
| 359.695399 | 1 | < 0.1% |
| 359.6844202 | 1 | < 0.1% |
| 359.6332999 | 1 | < 0.1% |
| 359.5247983 | 1 | < 0.1% |
| 359.4641418 | 4 | < 0.1% |
| 359.463623 | 55 |
blade_angle
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 21574 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3828256 |
| Minimum | 0 |
|---|---|
| Maximum | 92.730003 |
| Zeros | 22605 |
| Zeros (%) | 42.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.062999754 |
| Q3 | 1.5456736 |
| 95-th percentile | 44.996667 |
| Maximum | 92.730003 |
| Range | 92.730003 |
| Interquartile range (IQR) | 1.5456736 |
Descriptive statistics
| Standard deviation | 16.77893 |
|---|---|
| Coefficient of variation (CV) | 2.628762 |
| Kurtosis | 11.721465 |
| Mean | 6.3828256 |
| Median Absolute Deviation (MAD) | 0.062999754 |
| Skewness | 3.3664635 |
| Sum | 331792.04 |
| Variance | 281.53248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22605 | |
| 44.99666723 | 1599 | 3.0% |
| 44.99333445 | 1555 | 3.0% |
| 89.99333191 | 622 | 1.2% |
| 0.02466666698 | 321 | 0.6% |
| 1.49666667 | 178 | 0.3% |
| 0.02483333349 | 171 | 0.3% |
| 92.24333191 | 161 | 0.3% |
| 1.49333334 | 135 | 0.3% |
| 0.04933333397 | 99 | 0.2% |
| Other values (21564) | 24536 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 22605 | |
| 0.0001666666622 | 9 | < 0.1% |
| 0.0001666666629 | 17 | < 0.1% |
| 0.0001754385926 | 2 | < 0.1% |
| 0.000185185181 | 2 | < 0.1% |
| 0.000196078427 | 2 | < 0.1% |
| 0.0002083333287 | 2 | < 0.1% |
| 0.0003333333201 | 2 | < 0.1% |
| 0.0003333333244 | 8 | < 0.1% |
| 0.0003333333259 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.73000336 | 2 | < 0.1% |
| 92.71666718 | 1 | < 0.1% |
| 92.70333354 | 1 | < 0.1% |
| 92.52838402 | 1 | < 0.1% |
| 92.49666595 | 32 | |
| 92.42999776 | 9 | < 0.1% |
| 92.36249797 | 1 | < 0.1% |
| 92.32476153 | 1 | < 0.1% |
| 92.31999969 | 1 | < 0.1% |
| 92.28933309 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 38403 |
|---|---|
| Distinct (%) | 73.9% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.332109 |
| Minimum | 9.8999996 |
|---|---|
| Maximum | 76.752499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 9.8999996 |
|---|---|
| 5-th percentile | 42.742875 |
| Q1 | 64.139605 |
| median | 67.4425 |
| Q3 | 69.264926 |
| 95-th percentile | 71.3225 |
| Maximum | 76.752499 |
| Range | 66.8525 |
| Interquartile range (IQR) | 5.1253203 |
Descriptive statistics
| Standard deviation | 9.5553443 |
|---|---|
| Coefficient of variation (CV) | 0.1485315 |
| Kurtosis | 9.4100117 |
| Mean | 64.332109 |
| Median Absolute Deviation (MAD) | 2.1674997 |
| Skewness | -2.8648709 |
| Sum | 3344111.7 |
| Variance | 91.304604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 67.09999847 | 26 | < 0.1% |
| 69.5375 | 11 | < 0.1% |
| 68.18250008 | 10 | < 0.1% |
| 68.75 | 10 | < 0.1% |
| 67.7 | 10 | < 0.1% |
| 69.5 | 9 | < 0.1% |
| 68.675 | 9 | < 0.1% |
| 67.175 | 9 | < 0.1% |
| 69.42249985 | 9 | < 0.1% |
| 68.0125 | 9 | < 0.1% |
| Other values (38393) | 51870 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| 9.899999619 | 1 | |
| 9.912499666 | 1 | |
| 9.919999695 | 1 | |
| 9.937499714 | 1 | |
| 9.937499762 | 2 | |
| 9.964999771 | 1 | |
| 9.972499895 | 1 | |
| 9.97368411 | 1 | |
| 9.981578877 | 1 | |
| 10.03999996 | 2 |
| Value | Count | Frequency (%) |
| 76.75249939 | 1 | |
| 76.5125 | 1 | |
| 75.84500122 | 1 | |
| 75.75999985 | 1 | |
| 75.74333191 | 1 | |
| 75.69499664 | 1 | |
| 75.61388652 | 1 | |
| 75.60749779 | 1 | |
| 75.58749847 | 1 | |
| 75.58749809 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 50607 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.765336 |
| Minimum | 0 |
|---|---|
| Maximum | 15.343201 |
| Zeros | 1403 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.48799421 |
| Q1 | 8.3587463 |
| median | 11.428051 |
| Q3 | 14.63761 |
| 95-th percentile | 15.167726 |
| Maximum | 15.343201 |
| Range | 15.343201 |
| Interquartile range (IQR) | 6.2788637 |
Descriptive statistics
| Standard deviation | 4.2340349 |
|---|---|
| Coefficient of variation (CV) | 0.39330261 |
| Kurtosis | 0.64003277 |
| Mean | 10.765336 |
| Median Absolute Deviation (MAD) | 3.1251165 |
| Skewness | -1.089045 |
| Sum | 562338.11 |
| Variance | 17.927051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1403 | 2.7% |
| 8.140000343 | 48 | 0.1% |
| 0.01050000242 | 19 | < 0.1% |
| 15.15999985 | 17 | < 0.1% |
| 0.0110000018 | 16 | < 0.1% |
| 0.01150000188 | 14 | < 0.1% |
| 8.149999619 | 8 | < 0.1% |
| 15.14999962 | 8 | < 0.1% |
| 0.01200000197 | 8 | < 0.1% |
| 0.01250000205 | 7 | < 0.1% |
| Other values (50597) | 50688 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 1403 | |
| 0.0001870000415 | 1 | < 0.1% |
| 0.0002160000295 | 1 | < 0.1% |
| 0.001617000438 | 1 | < 0.1% |
| 0.00180000026 | 1 | < 0.1% |
| 0.004818500835 | 1 | < 0.1% |
| 0.006289501442 | 1 | < 0.1% |
| 0.007951501524 | 1 | < 0.1% |
| 0.009366002167 | 1 | < 0.1% |
| 0.00957500143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.34320107 | 1 | |
| 15.34083854 | 1 | |
| 15.30233999 | 1 | |
| 15.29815578 | 1 | |
| 15.2955671 | 1 | |
| 15.29039964 | 1 | |
| 15.28881669 | 1 | |
| 15.28221045 | 1 | |
| 15.28205404 | 1 | |
| 15.28150257 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52192 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1276.8912 |
| Minimum | 0 |
|---|---|
| Maximum | 1819.4091 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 60.306365 |
| Q1 | 993.24965 |
| median | 1355.6734 |
| Q3 | 1734.0876 |
| 95-th percentile | 1796.7745 |
| Maximum | 1819.4091 |
| Range | 1819.4091 |
| Interquartile range (IQR) | 740.83796 |
Descriptive statistics
| Standard deviation | 500.53143 |
|---|---|
| Coefficient of variation (CV) | 0.39199223 |
| Kurtosis | 0.65359835 |
| Mean | 1276.8912 |
| Median Absolute Deviation (MAD) | 368.88057 |
| Skewness | -1.0946102 |
| Sum | 66699688 |
| Variance | 250531.71 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 970.039978 | 4 | < 0.1% |
| 969.960022 | 3 | < 0.1% |
| 970.0900269 | 3 | < 0.1% |
| 969.8900146 | 3 | < 0.1% |
| 1795.916342 | 2 | < 0.1% |
| 968.0939484 | 2 | < 0.1% |
| 970.1799927 | 2 | < 0.1% |
| 967.9124794 | 2 | < 0.1% |
| 970 | 2 | < 0.1% |
| Other values (52182) | 52208 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.03999999911 | 1 | < 0.1% |
| 0.4834296824 | 1 | < 0.1% |
| 0.4992865124 | 1 | < 0.1% |
| 0.5205166787 | 1 | < 0.1% |
| 0.5238284008 | 1 | < 0.1% |
| 0.530410309 | 1 | < 0.1% |
| 0.5324476808 | 1 | < 0.1% |
| 0.5422512721 | 1 | < 0.1% |
| 0.5434771563 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1819.409071 | 1 | |
| 1816.75593 | 1 | |
| 1811.135118 | 1 | |
| 1810.909864 | 1 | |
| 1810.904114 | 1 | |
| 1810.360119 | 1 | |
| 1810.060301 | 1 | |
| 1809.779617 | 1 | |
| 1809.630781 | 1 | |
| 1809.345606 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 38718 |
|---|---|
| Distinct (%) | 74.5% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.911598 |
| Minimum | -1.6675 |
|---|---|
| Maximum | 35.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 149 |
| Negative (%) | 0.3% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -1.6675 |
|---|---|
| 5-th percentile | 3.915 |
| Q1 | 7.6199999 |
| median | 11.29 |
| Q3 | 15.715 |
| 95-th percentile | 22.035 |
| Maximum | 35.48 |
| Range | 37.1475 |
| Interquartile range (IQR) | 8.095 |
Descriptive statistics
| Standard deviation | 5.6467856 |
|---|---|
| Coefficient of variation (CV) | 0.47405777 |
| Kurtosis | 0.10526729 |
| Mean | 11.911598 |
| Median Absolute Deviation (MAD) | 4.0549998 |
| Skewness | 0.53309051 |
| Sum | 619188.69 |
| Variance | 31.886187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.5 | 62 | 0.1% |
| 10.60000038 | 50 | 0.1% |
| 10.69999981 | 49 | 0.1% |
| 6 | 46 | 0.1% |
| 7 | 44 | 0.1% |
| 8.899999619 | 43 | 0.1% |
| 9.5 | 43 | 0.1% |
| 10.19999981 | 42 | 0.1% |
| 10.80000019 | 41 | 0.1% |
| 7.900000095 | 41 | 0.1% |
| Other values (38708) | 51521 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| -1.667500037 | 1 | < 0.1% |
| -1.627777808 | 1 | < 0.1% |
| -1.61250003 | 1 | < 0.1% |
| -1.602500027 | 1 | < 0.1% |
| -1.600000024 | 3 | |
| -1.597368441 | 1 | < 0.1% |
| -1.590000021 | 1 | < 0.1% |
| -1.575000012 | 1 | < 0.1% |
| -1.560000014 | 1 | < 0.1% |
| -1.550000028 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35.48000031 | 1 | |
| 35.28235312 | 1 | |
| 35.24473712 | 1 | |
| 35.24000015 | 1 | |
| 35.13235317 | 1 | |
| 35.11750011 | 1 | |
| 34.88421109 | 1 | |
| 34.83157971 | 1 | |
| 34.66052648 | 1 | |
| 34.63999977 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 39184 |
|---|---|
| Distinct (%) | 75.4% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.409001 |
| Minimum | 9.5605265 |
|---|---|
| Maximum | 78.752501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 9.5605265 |
|---|---|
| 5-th percentile | 42.453 |
| Q1 | 63.735625 |
| median | 71.265395 |
| Q3 | 73.007186 |
| 95-th percentile | 74.718421 |
| Maximum | 78.752501 |
| Range | 69.191974 |
| Interquartile range (IQR) | 9.2715613 |
Descriptive statistics
| Standard deviation | 10.990956 |
|---|---|
| Coefficient of variation (CV) | 0.165504 |
| Kurtosis | 5.5715386 |
| Mean | 66.409001 |
| Median Absolute Deviation (MAD) | 2.5171042 |
| Skewness | -2.2303797 |
| Sum | 3452072.7 |
| Variance | 120.80111 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.89999962 | 22 | < 0.1% |
| 72.375 | 11 | < 0.1% |
| 73.78249931 | 10 | < 0.1% |
| 71.58499985 | 10 | < 0.1% |
| 72.91999969 | 10 | < 0.1% |
| 72.71249962 | 10 | < 0.1% |
| 10 | 10 | < 0.1% |
| 73.49000015 | 9 | < 0.1% |
| 72.99999962 | 9 | < 0.1% |
| 73.25 | 9 | < 0.1% |
| Other values (39174) | 51872 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| 9.560526547 | 1 | < 0.1% |
| 9.577500248 | 1 | < 0.1% |
| 9.600000381 | 5 | |
| 9.627500153 | 1 | < 0.1% |
| 9.637500143 | 1 | < 0.1% |
| 9.662499952 | 1 | < 0.1% |
| 9.662500048 | 1 | < 0.1% |
| 9.669999981 | 1 | < 0.1% |
| 9.692499828 | 1 | < 0.1% |
| 9.699999809 | 7 |
| Value | Count | Frequency (%) |
| 78.75250092 | 1 | |
| 78.66500015 | 1 | |
| 78.29500237 | 1 | |
| 78.26500092 | 1 | |
| 78.2200002 | 1 | |
| 78.1599987 | 1 | |
| 78.08055539 | 1 | |
| 78.07000008 | 1 | |
| 78.04749985 | 1 | |
| 78.04500046 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51979 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.783585 |
| Minimum | 3.2189207 |
|---|---|
| Maximum | 252.05823 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 3.2189207 |
|---|---|
| 5-th percentile | 5.229377 |
| Q1 | 36.383752 |
| median | 53.422227 |
| Q3 | 71.88244 |
| 95-th percentile | 104.91274 |
| Maximum | 252.05823 |
| Range | 248.83931 |
| Interquartile range (IQR) | 35.498689 |
Descriptive statistics
| Standard deviation | 29.300691 |
|---|---|
| Coefficient of variation (CV) | 0.53484435 |
| Kurtosis | 0.9187487 |
| Mean | 54.783585 |
| Median Absolute Deviation (MAD) | 17.723042 |
| Skewness | 0.53165008 |
| Sum | 2847760.3 |
| Variance | 858.53049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45.26737003 | 2 | < 0.1% |
| 92.76933222 | 2 | < 0.1% |
| 4.725139642 | 2 | < 0.1% |
| 103.1257966 | 1 | < 0.1% |
| 4.938505489 | 1 | < 0.1% |
| 4.339167331 | 1 | < 0.1% |
| 4.519380099 | 1 | < 0.1% |
| 4.846164852 | 1 | < 0.1% |
| 4.643520689 | 1 | < 0.1% |
| 5.005810398 | 1 | < 0.1% |
| Other values (51969) | 51969 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| 3.218920708 | 1 | |
| 3.278675318 | 1 | |
| 3.317099214 | 1 | |
| 3.321688287 | 1 | |
| 3.327484125 | 1 | |
| 3.351915742 | 1 | |
| 3.396557194 | 1 | |
| 3.493809569 | 1 | |
| 3.546519387 | 1 | |
| 3.550701463 | 1 |
| Value | Count | Frequency (%) |
| 252.0582287 | 1 | |
| 233.6856979 | 1 | |
| 229.4219206 | 1 | |
| 226.1190712 | 1 | |
| 223.866827 | 1 | |
| 221.3711075 | 1 | |
| 218.5714451 | 1 | |
| 214.7583927 | 1 | |
| 213.9458241 | 1 | |
| 213.831087 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52133 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 468 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5244023 |
| Minimum | 0.25831909 |
|---|---|
| Maximum | 22.419562 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.25831909 |
|---|---|
| 5-th percentile | 2.2481345 |
| Q1 | 4.3134927 |
| median | 6.225888 |
| Q3 | 8.3116493 |
| 95-th percentile | 11.919605 |
| Maximum | 22.419562 |
| Range | 22.161243 |
| Interquartile range (IQR) | 3.9981566 |
Descriptive statistics
| Standard deviation | 3.0110097 |
|---|---|
| Coefficient of variation (CV) | 0.4614997 |
| Kurtosis | 0.58515039 |
| Mean | 6.5244023 |
| Median Absolute Deviation (MAD) | 1.9843215 |
| Skewness | 0.67613612 |
| Sum | 340808.68 |
| Variance | 9.0661794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.789999962 | 5 | < 0.1% |
| 3.160000086 | 4 | < 0.1% |
| 2.74000001 | 3 | < 0.1% |
| 4.210000038 | 3 | < 0.1% |
| 2.660000086 | 3 | < 0.1% |
| 2.710000038 | 3 | < 0.1% |
| 3.130000114 | 3 | < 0.1% |
| 5.708495378 | 2 | < 0.1% |
| 2.869999886 | 2 | < 0.1% |
| 2.079999924 | 2 | < 0.1% |
| Other values (52123) | 52206 | |
| (Missing) | 468 | 0.9% |
| Value | Count | Frequency (%) |
| 0.2583190901 | 1 | |
| 0.2659313828 | 1 | |
| 0.2990063034 | 1 | |
| 0.3096751668 | 1 | |
| 0.3125527125 | 1 | |
| 0.3162564248 | 1 | |
| 0.316368977 | 1 | |
| 0.3296815138 | 1 | |
| 0.35656882 | 1 | |
| 0.3613688039 | 1 |
| Value | Count | Frequency (%) |
| 22.41956224 | 1 | |
| 21.83115921 | 1 | |
| 21.77834992 | 1 | |
| 21.7256063 | 1 | |
| 21.65618397 | 1 | |
| 21.62340162 | 1 | |
| 21.53602519 | 1 | |
| 21.50651259 | 1 | |
| 21.46336012 | 1 | |
| 21.44604383 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51980 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.769359 |
| Minimum | 3.2377861 |
|---|---|
| Maximum | 243.02611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 3.2377861 |
|---|---|
| 5-th percentile | 5.2910278 |
| Q1 | 17.878002 |
| median | 26.528803 |
| Q3 | 38.12217 |
| 95-th percentile | 62.249723 |
| Maximum | 243.02611 |
| Range | 239.78832 |
| Interquartile range (IQR) | 20.244168 |
Descriptive statistics
| Standard deviation | 18.325773 |
|---|---|
| Coefficient of variation (CV) | 0.61559178 |
| Kurtosis | 7.6419943 |
| Mean | 29.769359 |
| Median Absolute Deviation (MAD) | 9.829001 |
| Skewness | 1.8014802 |
| Sum | 1547470.8 |
| Variance | 335.83394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23.28589354 | 2 | < 0.1% |
| 38.70155764 | 2 | < 0.1% |
| 4.907157673 | 1 | < 0.1% |
| 4.92992315 | 1 | < 0.1% |
| 4.685312402 | 1 | < 0.1% |
| 4.540654719 | 1 | < 0.1% |
| 3.77995311 | 1 | < 0.1% |
| 4.211181471 | 1 | < 0.1% |
| 5.300654727 | 1 | < 0.1% |
| 7.15883472 | 1 | < 0.1% |
| Other values (51970) | 51970 | |
| (Missing) | 722 | 1.4% |
| Value | Count | Frequency (%) |
| 3.237786067 | 1 | |
| 3.341573668 | 1 | |
| 3.487803119 | 1 | |
| 3.489523869 | 1 | |
| 3.509723413 | 1 | |
| 3.521330741 | 1 | |
| 3.530324602 | 1 | |
| 3.532317454 | 1 | |
| 3.544485255 | 1 | |
| 3.566362816 | 1 |
| Value | Count | Frequency (%) |
| 243.0261078 | 1 | |
| 232.6705378 | 1 | |
| 222.9757862 | 1 | |
| 215.8486031 | 1 | |
| 212.6895702 | 1 | |
| 209.0473637 | 1 | |
| 206.6283544 | 1 | |
| 206.5478495 | 1 | |
| 203.9238604 | 1 | |
| 203.426317 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 722 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 697.14078 |
| Minimum | 687 |
|---|---|
| Maximum | 708 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 687 |
|---|---|
| 5-th percentile | 687 |
| Q1 | 693 |
| median | 698 |
| Q3 | 702 |
| 95-th percentile | 706 |
| Maximum | 708 |
| Range | 21 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.6388077 |
|---|---|
| Coefficient of variation (CV) | 0.0080884777 |
| Kurtosis | -1.0464809 |
| Mean | 697.14078 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.22398047 |
| Sum | 36238772 |
| Variance | 31.796152 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 698 | 9030 | |
| 693 | 5400 | |
| 702 | 5328 | |
| 691 | 4520 | |
| 699 | 3984 | |
| 704 | 3917 | |
| 688 | 3000 | 5.7% |
| 687 | 2689 | 5.1% |
| 696 | 2196 | 4.2% |
| 703 | 2167 | 4.1% |
| Other values (10) | 9751 |
| Value | Count | Frequency (%) |
| 687 | 2689 | 5.1% |
| 688 | 3000 | 5.7% |
| 689 | 1 | < 0.1% |
| 690 | 2075 | 3.9% |
| 691 | 4520 | |
| 693 | 5400 | |
| 694 | 727 | 1.4% |
| 695 | 208 | 0.4% |
| 696 | 2196 | 4.2% |
| 698 | 9030 |
| Value | Count | Frequency (%) |
| 708 | 308 | 0.6% |
| 707 | 441 | 0.8% |
| 706 | 2087 | 4.0% |
| 705 | 976 | 1.9% |
| 704 | 3917 | |
| 703 | 2167 | |
| 702 | 5328 | |
| 701 | 2022 | 3.8% |
| 700 | 906 | 1.7% |
| 699 | 3984 |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.064 | 0.056 | -0.105 | 0.622 | 0.992 | 0.992 | -0.188 | 0.885 | 0.618 | 0.975 | 0.833 | -0.130 |
| Wind direction (°) | 0.064 | 1.000 | 0.924 | 0.030 | 0.019 | 0.063 | 0.063 | -0.103 | 0.049 | 0.033 | 0.070 | 0.056 | 0.020 |
| Nacelle position (°) | 0.056 | 0.924 | 1.000 | 0.036 | 0.008 | 0.054 | 0.054 | -0.108 | 0.040 | 0.024 | 0.061 | 0.046 | 0.014 |
| blade_angle | -0.105 | 0.030 | 0.036 | 1.000 | -0.463 | -0.118 | -0.118 | 0.075 | -0.236 | 0.037 | -0.070 | 0.037 | -0.069 |
| Rear bearing temperature (°C) | 0.622 | 0.019 | 0.008 | -0.463 | 1.000 | 0.618 | 0.612 | 0.099 | 0.788 | 0.338 | 0.600 | 0.443 | 0.027 |
| Rotor speed (RPM) | 0.992 | 0.063 | 0.054 | -0.118 | 0.618 | 1.000 | 0.999 | -0.182 | 0.885 | 0.614 | 0.967 | 0.828 | -0.124 |
| Generator RPM (RPM) | 0.992 | 0.063 | 0.054 | -0.118 | 0.612 | 0.999 | 1.000 | -0.195 | 0.884 | 0.614 | 0.967 | 0.828 | -0.129 |
| Nacelle ambient temperature (°C) | -0.188 | -0.103 | -0.108 | 0.075 | 0.099 | -0.182 | -0.195 | 1.000 | -0.131 | -0.123 | -0.188 | -0.157 | 0.171 |
| Front bearing temperature (°C) | 0.885 | 0.049 | 0.040 | -0.236 | 0.788 | 0.885 | 0.884 | -0.131 | 1.000 | 0.517 | 0.861 | 0.708 | -0.083 |
| Tower Acceleration X (mm/ss) | 0.618 | 0.033 | 0.024 | 0.037 | 0.338 | 0.614 | 0.614 | -0.123 | 0.517 | 1.000 | 0.576 | 0.848 | -0.094 |
| Wind speed (m/s) | 0.975 | 0.070 | 0.061 | -0.070 | 0.600 | 0.967 | 0.967 | -0.188 | 0.861 | 0.576 | 1.000 | 0.812 | -0.112 |
| Tower Acceleration y (mm/ss) | 0.833 | 0.056 | 0.046 | 0.037 | 0.443 | 0.828 | 0.828 | -0.157 | 0.708 | 0.848 | 0.812 | 1.000 | -0.122 |
| Metal particle count counter | -0.130 | 0.020 | 0.014 | -0.069 | 0.027 | -0.124 | -0.129 | 0.171 | -0.083 | -0.094 | -0.112 | -0.122 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-01-01 00:00:00 | 150.984141 | 116.839462 | 97.146416 | 0.049831 | 65.382499 | 8.449412 | 1004.089880 | 6.762500 | 65.880001 | 103.125797 | 3.887291 | 30.390030 | 687.0 |
| 1 | 2020-01-01 00:10:00 | 130.414782 | 115.659361 | 97.146416 | 0.079833 | 64.712498 | 8.345387 | 990.931211 | 6.850000 | 64.602500 | 120.044681 | 3.848941 | 32.042564 | 687.0 |
| 2 | 2020-01-01 00:20:00 | 146.401656 | 116.646515 | 100.748278 | 0.074999 | 64.917499 | 8.497044 | 1009.477575 | 6.865000 | 64.740000 | 88.893187 | 4.043625 | 32.799056 | 687.0 |
| 3 | 2020-01-01 00:30:00 | 84.296224 | 111.157642 | 109.219543 | 0.500331 | 63.990000 | 8.208632 | 976.386177 | 6.807500 | 63.137500 | 103.552418 | 3.330342 | 36.129912 | 687.0 |
| 4 | 2020-01-01 00:40:00 | 94.994105 | 116.678227 | 109.219543 | 0.526664 | 63.525000 | 8.289365 | 985.766101 | 6.705000 | 62.037500 | 80.993122 | 3.388536 | 26.667582 | 687.0 |
| 5 | 2020-01-01 00:50:00 | 262.992229 | 127.755441 | 110.931151 | 0.000000 | 65.465789 | 9.452842 | 1124.483052 | 6.831579 | 65.115790 | 59.932402 | 4.706282 | 26.168612 | 687.0 |
| 6 | 2020-01-01 01:00:00 | 449.115810 | 131.613819 | 130.073135 | 0.000000 | 68.725000 | 11.082141 | 1317.048460 | 6.830000 | 69.630000 | 45.376243 | 5.902455 | 20.280807 | 687.0 |
| 7 | 2020-01-01 01:10:00 | 456.427864 | 134.693861 | 130.073135 | 0.000000 | 70.502501 | 11.183398 | 1326.900799 | 6.890000 | 72.315001 | 33.158341 | 5.738715 | 22.654048 | 687.0 |
| 8 | 2020-01-01 01:20:00 | 433.714243 | 130.266474 | 130.073135 | 0.000000 | 70.624999 | 11.049101 | 1311.905210 | 6.890000 | 72.704999 | 40.231970 | 5.807972 | 18.623027 | 687.0 |
| 9 | 2020-01-01 01:30:00 | 343.683160 | 137.579890 | 130.073135 | 0.000000 | 70.467500 | 10.306973 | 1223.777143 | 6.970000 | 72.485001 | 49.986959 | 5.436982 | 19.431780 | 687.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52694 | 2020-12-31 22:20:00 | -1.436716 | 309.311422 | 313.365387 | 89.993332 | 17.095000 | 0.0 | 1.860276 | 1.530 | 18.727501 | 5.941959 | 6.156469 | 6.913332 | 708.0 |
| 52695 | 2020-12-31 22:30:00 | -1.022186 | 307.221017 | 313.365387 | 89.993332 | 16.892500 | 0.0 | 2.174232 | 1.575 | 18.642501 | 5.388729 | 6.073913 | 7.410512 | 708.0 |
| 52696 | 2020-12-31 22:40:00 | -1.977685 | 300.484751 | 313.365387 | 89.993332 | 16.770000 | 0.0 | 1.802748 | 1.595 | 18.532500 | 5.850629 | 5.578144 | 7.639680 | 708.0 |
| 52697 | 2020-12-31 22:50:00 | -1.550351 | 300.563581 | 313.365387 | 89.993332 | 16.670000 | 0.0 | 4.127517 | 1.640 | 18.322500 | 6.811617 | 5.237400 | 5.112100 | 708.0 |
| 52698 | 2020-12-31 23:00:00 | -1.348688 | 303.049183 | 313.365387 | 89.993332 | 16.445000 | 0.0 | 2.206560 | 1.700 | 18.195000 | 6.467150 | 5.344575 | 5.291028 | 708.0 |
| 52699 | 2020-12-31 23:10:00 | -3.748371 | 303.499764 | 313.365387 | 89.993332 | 16.220001 | 0.0 | 1.454468 | 1.840 | 18.040000 | 4.349883 | 5.119444 | 4.464453 | 708.0 |
| 52700 | 2020-12-31 23:20:00 | -2.761930 | 304.460909 | 313.365387 | 89.993332 | 16.147501 | 0.0 | 1.469207 | 1.790 | 17.839999 | 4.921890 | 5.009681 | 4.589267 | 708.0 |
| 52701 | 2020-12-31 23:30:00 | -2.240700 | 300.909886 | 313.365387 | 89.993332 | 15.985000 | 0.0 | 1.434335 | 1.840 | 17.769999 | 4.510090 | 5.060813 | 4.916669 | 708.0 |
| 52702 | 2020-12-31 23:40:00 | -4.011920 | 297.398429 | 313.365387 | 89.993332 | 15.800000 | 0.0 | 1.430716 | 1.885 | 17.560000 | 5.289428 | 4.814269 | 4.877768 | 708.0 |
| 52703 | 2020-12-31 23:50:00 | -2.042772 | 302.284452 | 313.365387 | 89.993332 | 15.735000 | 0.0 | 1.450959 | 1.720 | 17.450000 | 5.173567 | 5.477400 | 4.837099 | 708.0 |